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Anthony Municipal Lake is located in Harper County, Kansas. This lake is 79 acres in size. It is approximately 9 feet deep at its deepest point. When fishing, anglers can expect to catch a variety of fish including Black Bullhead, Bluegill, Channel Catfish, Flathead Catfish, Green Sunfish, Largemouth Bass,.